{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jsondotload/projects/research/marl/sonyc/audiosetdl/bin/miniconda/lib/python3.6/site-packages/skvideo/__init__.py:356: UserWarning: avconv/avprobe not found in path: \n",
      "  warnings.warn(\"avconv/avprobe not found in path: \" + str(path), UserWarning)\n"
     ]
    }
   ],
   "source": [
    "# Path to ffmpeg\n",
    "ffmpeg_path = '../bin/ffmpeg/ffmpeg'\n",
    "\n",
    "%matplotlib inline\n",
    "import sys\n",
    "import os.path\n",
    "# Make sure ffmpeg is on the path so sk-video can find it\n",
    "sys.path.append(os.path.dirname(ffmpeg_path))\n",
    "import skvideo.io\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pafy\n",
    "import soundfile as sf\n",
    "import subprocess as sp\n",
    "from IPython.display import Video"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Set output settings\n",
    "audio_codec = 'flac'\n",
    "audio_container = 'flac'\n",
    "video_codec = 'h264'\n",
    "video_container = 'mp4'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We can load the AudioSet training set and grab a video to download:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load the AudioSet training set\n",
    "with open('../data/unbalanced_train_segments.csv') as f:\n",
    "    lines = f.readlines()\n",
    "\n",
    "dl_list = [line.strip().split(',')[:3] for line in lines[3:]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YouTube ID: ---1_cCGK4M\n",
      "Trim Window: (0.0, 10.0)\n"
     ]
    }
   ],
   "source": [
    "# Select a YouTube video from the training set\n",
    "ytid, ts_start, ts_end = dl_list[0]\n",
    "ts_start, ts_end = float(ts_start), float(ts_end)\n",
    "duration = ts_end - ts_start\n",
    "\n",
    "print(\"YouTube ID: \" + ytid)\n",
    "print(\"Trim Window: ({}, {})\".format(ts_start, ts_end))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After getting the YouTube ID and trim window for the video we want, we can use `pafy` to get the download URL to the best quality video and audio:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Video URL: https://r6---sn-a8au-xfge.googlevideo.com/videoplayback?itag=248&mime=video%2Fwebm&mn=sn-a8au-xfge&expire=1507017564&pl=17&lmt=1506921523769325&mv=m&id=o-AFpl17rZbuzZVtsMJj1xtNgTRdyoIFk6CsLx-KS227R1&source=youtube&clen=8272975&mm=31&aitags=133%2C134%2C135%2C136%2C137%2C160%2C242%2C243%2C244%2C247%2C248%2C278&key=yt6&ip=216.165.95.181&keepalive=yes&signature=CE7DE3E959A71D024D4997912FFF84FAD8092491.22BC14F6B574581B877D4CAFEA7171E81999784C&mt=1506995864&initcwndbps=4671250&gir=yes&ipbits=0&ms=au&requiressl=yes&sparams=aitags%2Cclen%2Cdur%2Cei%2Cgir%2Cid%2Cinitcwndbps%2Cip%2Cipbits%2Citag%2Ckeepalive%2Clmt%2Cmime%2Cmm%2Cmn%2Cms%2Cmv%2Cpl%2Crequiressl%2Csource%2Cexpire&dur=23.524&ei=_O7SWZGMEYaX8gTZ4Y2YDQ&ratebypass=yes\n",
      "Audio URL: https://r6---sn-a8au-xfge.googlevideo.com/videoplayback?itag=251&mime=audio%2Fwebm&expire=1507017564&pl=17&lmt=1506921231297517&mv=m&id=o-AFpl17rZbuzZVtsMJj1xtNgTRdyoIFk6CsLx-KS227R1&source=youtube&clen=269796&mm=31&mn=sn-a8au-xfge&key=yt6&ip=216.165.95.181&keepalive=yes&signature=AB061119960CE0AC5607410C0A844A5335AA5992.5A9810C025CA403032E168163B4D3EAE9E14D9F3&mt=1506995864&initcwndbps=4671250&gir=yes&ipbits=0&ms=au&requiressl=yes&sparams=clen%2Cdur%2Cei%2Cgir%2Cid%2Cinitcwndbps%2Cip%2Cipbits%2Citag%2Ckeepalive%2Clmt%2Cmime%2Cmm%2Cmn%2Cms%2Cmv%2Cpl%2Crequiressl%2Csource%2Cexpire&dur=23.561&ei=_O7SWZGMEYaX8gTZ4Y2YDQ&ratebypass=yes\n"
     ]
    }
   ],
   "source": [
    "# Get the URL to the video page\n",
    "video_page_url = 'https://www.youtube.com/watch?v={}'.format(ytid)\n",
    "\n",
    "# Get the direct URLs to the videos with best audio and with best video (with audio)\n",
    "video = pafy.new(video_page_url)\n",
    "\n",
    "best_video = video.getbestvideo()\n",
    "best_video_url = best_video.url\n",
    "print(\"Video URL: \" + best_video_url)\n",
    "\n",
    "best_audio = video.getbestaudio()\n",
    "best_audio_url = best_audio.url\n",
    "print(\"Audio URL: \" + best_audio_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Get output video and audio filepaths\n",
    "basename_fmt = '{}_{}_{}'.format(ytid, int(ts_start*1000), int(ts_end*1000))\n",
    "video_filepath = os.path.join('.', basename_fmt + '.' + video_container)\n",
    "audio_filepath = os.path.join('.', basename_fmt + '.' + audio_codec)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We can then use `ffmpeg` to download and transcode to the format desired:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloaded video to ./---1_cCGK4M_0_10000.mp4\n"
     ]
    }
   ],
   "source": [
    "# Download the video\n",
    "video_dl_args = [ffmpeg_path, '-n',\n",
    "    '-ss', str(ts_start),   # The beginning of the trim window\n",
    "    '-i', best_video_url,   # Specify the input video URL\n",
    "    '-t', str(duration),    # Specify the duration of the output\n",
    "    '-f', video_container,  # Specify the format (container) of the video\n",
    "    '-framerate', '30',     # Specify the framerate\n",
    "    '-vcodec', 'h264',      # Specify the output encoding\n",
    "    video_filepath]\n",
    "\n",
    "proc = sp.Popen(video_dl_args, stdout=sp.PIPE, stderr=sp.PIPE)\n",
    "stdout, stderr = proc.communicate()\n",
    "if proc.returncode != 0:\n",
    "    print(stderr)\n",
    "else:\n",
    "    print(\"Downloaded video to \" + video_filepath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloaded audio to ./---1_cCGK4M_0_10000.flac\n"
     ]
    }
   ],
   "source": [
    "# Download the audio\n",
    "audio_dl_args = [ffmpeg_path, '-n',\n",
    "    '-ss', str(ts_start),    # The beginning of the trim window\n",
    "    '-i', best_audio_url,    # Specify the input video URL\n",
    "    '-t', str(duration),     # Specify the duration of the output\n",
    "    '-vn',                   # Suppress the video stream\n",
    "    '-ac', '2',              # Set the number of channels\n",
    "    '-sample_fmt', 's16',    # Specify the bit depth\n",
    "    '-acodec', audio_codec,  # Specify the output encoding\n",
    "    '-ar', '44100',          # Specify the audio sample rate\n",
    "    audio_filepath]\n",
    "\n",
    "proc = sp.Popen(audio_dl_args, stdout=sp.PIPE, stderr=sp.PIPE)\n",
    "stdout, stderr = proc.communicate()\n",
    "if proc.returncode != 0:\n",
    "    print(stderr)\n",
    "else:\n",
    "    print(\"Downloaded audio to \" + audio_filepath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Download the video (higher quality) separately and merge with the audio\n",
    "solo_video_filepath = './solo_' + video_filepath[2:]\n",
    "video_dl_args = [ffmpeg_path, '-n',\n",
    "    '-ss', str(ts_start),   # The beginning of the trim window\n",
    "    '-i', best_video_url,   # Specify the input video URL\n",
    "    '-t', str(duration),    # Specify the duration of the output\n",
    "    '-f', 'mp4',            # Specify the format (container) of the video\n",
    "    '-framerate', '30',     # Specify the framerate\n",
    "    '-vcodec', 'h264',      # Specify the output encoding\n",
    "    '-crf', '0',            # Lossless\n",
    "    '-preset', 'medium',    # Use the medium compression strategy, which\n",
    "                            # offers a balance between speed and compression rate\n",
    "    solo_video_filepath]\n",
    "\n",
    "proc = sp.Popen(video_dl_args, stdout=sp.PIPE, stderr=sp.PIPE)\n",
    "stdout, stderr = proc.communicate()\n",
    "if proc.returncode != 0:\n",
    "    print(stderr)\n",
    "else:\n",
    "    print(\"Downloaded video to \" + video_filepath)\n",
    "    \n",
    "merge_video_filepath = './merge_' + video_filepath[2:]\n",
    "merge_video_dl_args = [ffmpeg_path, '-n',\n",
    "    '-i', video_filepath,      # Specify the high quality video path\n",
    "    '-i', audio_filepath,      # specify the high quality audio path\n",
    "    '-f', 'mp4',               # Specify the format (container) of the video\n",
    "    '-framerate', '30',        # Specify the video framerate\n",
    "    '-vcodec', 'h264',         # Specify the output video encoding\n",
    "    '-acodec', 'aac',          # Specify the output audio encoding\n",
    "    '-ac', '2',                # Set the number of channels\n",
    "    '-ar', '44100',            # Specify the audio sample rate\n",
    "    '-strict', 'experimental', # Needed for merging streams\n",
    "    merge_video_filepath]\n",
    "\n",
    "proc = sp.Popen(merge_video_dl_args, stdout=sp.PIPE, stderr=sp.PIPE)\n",
    "stdout, stderr = proc.communicate()\n",
    "if proc.returncode != 0:\n",
    "    print(stderr)\n",
    "else:\n",
    "    print(\"Merged video at \" + merge_video_filepath)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After using ffmpeg to download and transcode to `.mp4` (video) and `.flac` (audio). We can read them back as below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# To plot one frame\n",
    "cap = cv2.VideoCapture('./video.mp4')\n",
    "ret, frame = cap.read()\n",
    "plt.imshow(frame)\n",
    "\n",
    "cap.release()\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 1279.5, 719.5, -0.5)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAADfCAYAAAD4Bhh5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f68ea4150f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot one frame, alternatively using skvideo\n",
    "videodata = skvideo.io.vread(video_filepath)\n",
    "plt.imshow(videodata[0])\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# To play back the video\n",
    "cap = cv2.VideoCapture(video_filepath)\n",
    "\n",
    "while(cap.isOpened()):\n",
    "    ret, frame = cap.read()\n",
    "\n",
    "    cv2.imshow('frame', frame)\n",
    "    if cv2.waitKey(1) & 0xFF == ord('q'):\n",
    "        break\n",
    "\n",
    "cap.release()\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video src=\"./---1_cCGK4M_0_10000.mp4\" controls>\n",
       "      Your browser does not support the <code>video</code> element.\n",
       "    </video>"
      ],
      "text/plain": [
       "<IPython.core.display.Video object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Play video using IPython widget\n",
    "Video(video_filepath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f68ea054128>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAEWCAYAAABxMXBSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLHAYY4xJiAUOY4wxCbHAYYwxJiH/D73/5AI1TFfpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f68ea42eac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAEWCAYAAABxMXBSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XecFPX9+PHXm6N3EaTDoTRBBRTBXhEFjFgSa2yJUfPT\naDSJwSS2xEISe6x8jZGoUYmoGMUKCiqCFOlFivR2IL1d4f37Y+eOvb0ts2V2Zvfez8fjHrc7Ozvz\n2Svznk97f0RVMcYYY9yq4XcBjDHG5BYLHMYYY5JigcMYY0xSLHAYY4xJigUOY4wxSbHAYYwxJikW\nOEzgichzInKXy31fEpH7vS6TWyKiItLZeez6cyRx/EB93nIislxEBvhdDuONmn4XwBgRWQ60BMqA\nncCHwM2quhNAVW/M4LkU6KKqSzJ1TLcy+TmM8ZPVOExQ/EhVGwK9gT7AnT6XxxgTgwUOEyiquh74\niFAAAao2x4jIHSKyTkTWish14c1BjoNE5H0R2SEiU0TkMOd9E53XZ4nIThG5JPL8InKYiIwXkc0i\nsklEXhWRpmGvVzpXlLL9LqxsP4s4duS+vxCRJSLyg4i8KyJtYv1cROQkEZkkIltFZJWIXJPo8zrv\ne8LZf7uITBeRk8Neu1dERonIv533zhORvmGvLxeR34rIbBHZJiJviEjdsNfPFZGZTpkmichRscpv\n8osFDhMoItIOGAREbUoSkXOA24EBQGfgtCi7XQrcBxzkHOcBAFU9xXm9l6o2VNU3op0CeAhoAxwO\ntAfudVn2c4DfAmcBXZwyxtr3DOc8FwOtgRXA6zH27Qh8APwDaEEoqM4M2yXq53VMdfZvBvwH+G/4\nxR84zzlvU+Bd4KmI018MnAN0Ao4CrnHK1Ad4EbgBOBh4HnhXROrE+swmf1jgMEHxjojsAFYBG4F7\nYux3MfAvVZ2nqruJflF/W1W/UdVS4FXCai+JqOoSVf1EVfepahHwKHCqy7eXl22uqu6KUbZyVwAv\nquoMVd1HqGnueBEpjLLv5cCnqvqaqpao6mZVDQ8cMT+vqr7i7F+qqo8AdYBuYe/9UlXHqmoZ8DLQ\nK+LcT6rqWlX9Afhf2LGvB55X1SmqWqaqI4F9wHFxPrPJExY4TFCcr6qNCNUgugPNY+zXhlBwKbcq\nyj7rwx7vBhq6LYSItBSR10VkjYhsB16JU5ZEZVuRYN+K152BAJuBtlH2bQ8sjXOsmJ/XaWpa4DQ1\nbQWaUPnzRL63rojUjPN6+bE7Ar9xmqm2Osdu73wuk+cscJhAUdUJwEvAwzF2WQe0C3vePsNFeBBQ\n4EhVbQz8lFDzVbndQP2w560iyhZeng5xzrOW0MUXABFpQKjJZ02UfVcBh0XZHpfTn3EHoZrQQara\nFNhG5c+TqlXAA6raNOyrvqq+loFjm4CzwGGC6HHgLBGJbDYBGAVcKyKHi0h9INl5ERuAQ+O83ojQ\nkOBtItIW+F3E6zOBy0WkwOnTCG/GGgVcIyI9nLLFam4DeM35HL2dfoEHgSmqujzKvq8CA0TkYhGp\nKSIHi4ib5rdGQClQBNQUkbuBxi7e58b/ATeKSH8JaSAiQ0SkUYaObwLMAocJHKdv4d/A3VFe+wB4\nEviMUEfwZOelfS4Pfy8w0mleuTjK6/cBRxO6M38feCvi9VuBHwFbCfVTvBNRtseB8U7ZxscqhKp+\nSijojSZUUzmMUCd3tH1XAoOB3wA/EApe0YJqpI8IzYn5jlCz2F6iN+0lTVWnAb8g1Jm+hdDnvSYT\nxzbBJ7aQk8llInI4MBeo43QOG2M8ZjUOk3NE5AIRqSMiBwF/Bf5nQcOY7LHAYXLRDYSG7C4llKbk\nl/4Wx5jqxZqqjDHGJMVqHMYYY5KSl9lxmzdvroWFhX4Xwxhjcsb06dM3qWoLN/vmZeAoLCxk2rRp\nfhfDGGNyhojEy3RQia9NVSJyjogscjKEDovyehMR+Z+IzHIyd17rRzmNMcYc4FvgEJEC4GlCmVB7\nAJeJSI+I3W4C5qtqL0I5jB4RkdpZLagxxphK/Kxx9AOWqOoyVS0mlNp5aMQ+CjQSESGUXO0HQikU\njDHG+MTPwNGWyukPVlM1M+hThNZEWAvMAW5V1f3RDiYi14vINBGZVlRU5EV5jTHGEPzhuGcTysvT\nhtA6AE+JSNQkbao6QlX7qmrfFi1cDQwwxhiTAj8Dxxoqp6BuR9WU0tcCb2nIEuB7Qms1GGOM8Ymf\ngWMq0EVEOjkd3pcSWroy3ErgTAgtsENo5bJlWS2lMcaYSnwLHE5SupsJpX5eAIxS1XkicqOI3Ojs\n9hfgBBGZA4wDfq+qm/wpsTHZ89WSTSzftMvvYhgTla8TAFV1LDA2YttzYY/XAgOzXS5j/HbFC1MA\nWD58iM8lMaaqoHeOG2OMCRgLHMaYSr5eupnSsqij3o0BLHAYk7e27Slh7dY9Sb1n+oofuOz/JvPI\nJ995VCpv3DNmLmNmRg7KNF6xwGFMnhr42AROGB5z2fOoinYUA7B0486Y+6zespvCYe8zdfkPaZUv\nk0Z+vYJbX5/pdzGqDQscxoSZvXor//zye7+LkZJ3vl3DsqIDF/wN2/d5cp5JSzcD8MbUVQn2zLyF\n67dTOOx9/jdrbdbPXe7pz5awJE5grQ4scBhPbN9bQtn+3Ftd8rynvuIv782n590fumr62FNcRlBW\n0fz1GzM55/EvXO372Cff8fXSzcxatZXef/6YH3YVu3rfmq172LwztO+E77xP7fPh3PU89MGCiufl\nn+++/8339LxbdhXT7U8fVKlV7dpXyt8/WsTFz3/t6fmDzgKHybji0v0cde/HnPXYBGav3lqx/aEP\nFnDGI5/7V7Ak7Cou48GxoQtWSdl+Xp68oiIQfr9pF6Vl+1m7dQ+H3/0hIyct96wcyTYHFbvs1H5i\n3GIu+7/JPPv5UrbuLmHKss0J3/Pe7LWcOHw8z01YCkDRDm9qNGX7lUc/XsTW3cXc+Mp0np+Q/Tm/\n01dsYV/pfp77fGml7eW3CPtKyqq8p2jHPl77ZqWn5dpbUsb6bXs9PYcbFjhMxpU4F69lRbs476mv\nKBz2Po9+vIjnJyxjWVHuTGrbsH0f67btYcTEZdz1zlzemLqKVT/s5vSHP+fGV2aw8ofdAIyduz7q\n+z+Ys45P5m9Iqwz/+io7zWYrf9jNpCXx59bOXBm6Cdi2p6RiW+Gw9zNels8XbeTJ8Uu4e8y8jB87\nlvXb9jItLEiPmhZqhivauY//TIkfDF6evII5q7dx4yvTufOtOaxy/i4izVq1lVP//hk79pZEfd2N\n60ZO47iHxqX8/kyxwGEyauvuYv7yXtVmhCfHL6l4vD+HmrBOGD6+4kK5Y28JG5277E8XRA8I367c\nUlED+eWrM/jFv3NjJcqHPljI5c6kQ7+VlIX+PvaG3dWXeDw8eMCjE/jxc6Hmp1mrtvKxE/Bnr97G\nH96ew+ot0YMBwF3vzOVHT33J5p2hv43SGH/fD3+8iBWbdzNj5daor7vxZYLgni0WOExGPTR2Ia8n\n6DR94cvgpRvbsquYnfuqLvWiCuNiBIloLnhmEve8m/qd8oyVW+IOoc3FfqNM+EfYjYcXwn/3e6I0\nQ1XXn3ssFjhMRu0rrfpPF2nWqm1ZKEly+vzlE46456Oory0Na16L164fq1lq7Jx19H/wU1d3zRc+\nM4mT/hp9CO2b01dz2B/GxmwKKbdg3faE58k1G7f7364PsN2pfZb3Jbn5e0+HqgZm8EU4Cxwmoxau\n35Fwnx1R7uz99PyEpYl3cjz7eew73/ChsOF3qHePmcuG7fvYuttd23asm9vyIahLiuIPBR30xBeV\nBiVkwr7SMrbHaZtP5wIX6oiOfwEOyrXzkY9DEyPLm9Ne+mq5p+frdOdYLnhmkqfnSIUFDpN1E78r\nClTV/6EPFrrab7PLIasAo2esTrociWoSyTjvqa8qHr86ZUXMfiW3fQeXjZjMqGnRP9O23SV0unNs\nSvNfvt+0i4uencS9aTTvZVPZ/so/r93F3tY4AGauSnwT8NmijZz+8OcUl2YnVYwFDuOL7XtSH1ni\nlxETlzFr9YFmtvJBANGGR+7cm1ytqmjHPk7+22fpFTCGP749l3dizEkZt3Bj1O0fz9/AU+MXVzyP\n16G7YUfo86cyIXDr7lAwnr8ufk31jWnuj72vtIzHPvmuUud6EOxzLupe/O3f9c5cvt+0iw1ZatKz\nwGFMiuatDfUlrHRZUxi/cAM3vToj6mvb9rivzaQiWsd/Ig9/nBv5qrZFNAGOnLScJ8Yt5oUvDgzC\nWLJxR8ZH8+3frzwxbnGV7f8vxu/4m+9Dw33veHN2RsvhBwscJqPc9HFAqHOxfPiiX77bsCOjna7L\nNx/oRP9zlCHJvx89h/fnrGNfaRklZfvjDvE0BybbJRLZ97K3pLzjOvR9zMw1DHh0IiO+yOxovre/\njV6LSzQ4YU9JWeBqQ8nydSEnU3397KWpzFu73deFigY+NhGRzB3vtW+iN6ds2lm5NtHtTx9WPP7g\n1pMZ9MQX3HDKoXGPvWnnPjb5HGizJd3fSXn/2T/GL+G2AV0rkh/OTGP+RDSRaVqWb3Z/I7BrXyl1\naxVkrCyrtySXBTldvtY4ROQcEVkkIktEZFiMfU4TkZkiMk9EJmS7jMYb5c08mbS3pCzpdST8Hq3z\nU2fS3agEbfh97//Uk59ZkEUOb77wma9i7FlZePPRtoD2pd3y+rcJ9/k+wEsH+xY4RKQAeBoYBPQA\nLhORHhH7NAWeAc5T1Z7AT7JeUJNVr05ZkfK6Ct3v+jDnks8lM1IrHdkIkG7zZEGoz+XBsQuSGgWU\nzozroPlqSSg32ORlm2OmIFnkstnXD37WOPoBS1R1maoWA68DQyP2uRx4S1VXAqhq9CEgJm/88e25\nSa2rUFK2v1ItI1cvLtmo+GzdXcz5T3/l2QTBFUk01fxj/GJGTFzmeVLAcGUZjp4z05wrs2VXMZeO\nmMxN/0lc+4CqTWN+8jNwtAXC6+ernW3hugIHicjnIjJdRK6KdTARuV5EponItKIi79M9m2Do8scP\nOOMR/1sw5631Zjb8HhfzBFTVVS3thpenM3PVVgY94S71updKSkMX8Vh5nbyQbsLJSO/PXpfW+8s7\n7ye6TE//V5fzjbIh6KOqagLHAEOAs4G7RKRrtB1VdYSq9lXVvi1atMhmGY3P3A6H9dLU771ZDe+z\nRYkvKmPnrHdVS/Pq55TKUF+vbIm4K79tVPKrApaWZSeYrduWXIe2ZqVe6o6fgWMN0D7seTtnW7jV\nwEequktVNwETgV5ZKp8xrt3r8cJC8fyw298mjH0l7vopNmzf63mW2+83V+5Q/txF4I00e012mjuD\nmErELT8Dx1Sgi4h0EpHawKXAuxH7jAFOEpGaIlIf6A8swATO6Omrefvb5NNsmORlcARx1uzcV0r/\nB8dx95i5CfdNJ6nfhR5fjCcvC84669Fka5Sgb/M4VLVURG4GPgIKgBdVdZ6I3Oi8/pyqLhCRD4HZ\nwH7gBVVN/Jdnsu43/52V0vsWrd9Bt1aNMlwak7rkrzxu5l3sdpqzPl2wkYcS7HvjK9FnXofbtHMf\nO/eV0rBOdi9h611OGC0u3U/tmu7vy/cUl1Gvdvx5HckMPvCar30cqjpWVbuq6mGq+oCz7TlVfS5s\nn7+rag9VPUJVH/evtMYL323I/pDDHXtLApeqOl5xEg5ZDdhnScZ7aXQw3/yfxAHGL7e9kVzfSsn+\nxE14UzzqR0tF0DvHjcmo1Vt2c+S9H/Mvj9NhZ1LvP3+ckeNko4krmwHZiwmR367cEnWIsCT50xs7\nN70RV0FngcNUK+Ujiz6eH32d8CBKmLo7g3lTtu9Jb4TUuAXxp1rFWwgrCOau3c6qH7KbviMXWeAw\nvgrSUE4/ZTJnVjRuawKppOjYEZZCfovPI7yqC7+TJFqSQ+OrbDbPqypLN4ZWzwtSezGk2Yzkcx/H\nL/49zdfzB9X8tdt5b/Za+h96cMbn0Ez8roiBPVtV2e71DUg5q3EYX3k5qWnExKUUDnu/Yvb1f6ev\n5q4xoZXmcrg/OSXrtu/N6iztRCJX0kvlF7I3C6vvldufQvkuenYSz3y+lKtf/Ia73snsYNDrX57O\n4Xd9WGX7fVmaT2SBw/jqj2/P5fNF3qQgK1/KtLz5Zd4ab9KCZMIWl+uRp+r5CcvY6KJ/4Zvl2amJ\nzc9AvqxU1q5PtfP+L1HWV0kklWCTjD1Rmqs+XZDZtCqxWOAwvrvmX1M9PX6QUjV4IoPtE5nO5xRL\ntIteNuxKUEuJlTpm3MKNFSnwjQUOk8MS3T2WD6HM+2apHPiAi52+pXJz1wRzbZF3Z62N+dqXSzZl\nsSTBZoHDBMY/oqzfHE+8f3LIXkdhPsvUvIzFPkz0zCXrtqa2hPH+/Zrw/8ALFjhMYDzyyXdJ7e92\n3Y7g348nR7IYEYOemymoko23s1Jc2+OBsQu45TV363lkkgUOEwhezDiuLhUON53eqdpTEvx5NjnQ\nUpfQ10s3p/S+8gEg2WaBwwTCOykuF+tG0PJSZdo/xi/xuwjGY0H7G7bAYdK2fltq7bPhNm7P/F1z\nNpt08lWy16uincFOKRJUiQLDm9ODtWSBBQ6TttVb0p8V+1Cay2LudzG5rThLK7tVZ3/7cJHfRchL\nQUvNY4HD5JTpK7bw8uQVVbZHbpvwXREbd4RqQuU3c9GynprsK83wKoDb93o7edJUZYHDpC2bLUIX\nPTspavqGe96dV+n51S9+Q4nVMALpt1EW/Zq1ehsPf5RabeXeiN99LiqJUmMOT2RYFqB0MWCBwwSU\n12tT54NRU1exKsPJ8yKpwjdJJoScsXILs1bFHl76zszo8w6e+iy1Tv7w7LypyHQNKBXvz15XJeNt\n+AJe978frBWzLXCYDMh8laPLHz9gWdHOxDu6ELABKRlRtl+5Y/RsLvB4jW2Ai5//Oqn9L3xmEkOf\n/qrStqD8CqJ1QgelbL8fPdvvIrjma+AQkXNEZJGILBGRYXH2O1ZESkXkx9ksn/HXovU22ziRH3bl\n1yimVJYSTqapNJtLFe9LtORvhDmrg5uEM5JvgUNECoCngUFAD+AyEekRY7+/AplZP9NkXNBHveZb\nksMpy1KbLJaKbP/kBj420dPjP/7p4kpNb7v2lTImRtNZtuXSIlh+1jj6AUtUdZmqFgOvA0Oj7Pcr\nYDTgTe5tY3LMM58v9bsIOeuLxZsqNb3dNWZu1M56P2zZXcJ8D9ZR94KfgaMtsCrs+WpnWwURaQtc\nADyb6GAicr2ITBORaUVFRRktqDFBUz54IGCDbbLu+0270np/JiavZtLgJ7/IieHFQe8cfxz4vaom\nbCxU1RGq2ldV+7Zo0SILRTNBNTdiwaa9Jf6Pmsm0+9/Pzkpv0ebMBMnpD3/udxEybl8O/L36GTjW\nAO3DnrdztoXrC7wuIsuBHwPPiMj52SmecWvU1FWJd8qwwmHvx3wtcpbt2Y9PzLuO9hkrUsummqyJ\n32Wm9p7pNbczZfWWPX4XISfV9PHcU4EuItKJUMC4FLg8fAdV7VT+WEReAt5T1XeyWUiT2OseBY5M\ntsLMW5s7I1byUbIjjJKxMI2bgqAGtKDzLXCoaqmI3Ax8BBQAL6rqPBG50Xn9Ob/KZtwr8jClt4kt\n6CPZTPqCPBrQzxoHqjoWGBuxLWrAUNVrslEmk5ynxie3al86xs5Z52q/aLPOg7pUaapyaVLjzn2l\nrNtqTUL5xNfAYUw8kTfVkfmoYrnyn99U2fbiV/4seGPggqe/qrLmuElMArwUWdBHVVVLq7fsZkKG\nOiW9VFK2n2krtvhdjGppX2lZ4p0CwoJG/rEaRwCd+cgE9pXuZ/nwIX4XJa6HP1rEvCxOWMql5hmv\nLS1Kb/6Cgc0BX3QqyH0cVuMIIC9HoGRSOqNZ3Ij8t9m+J/gTo0zuqO6TJ9NhgcOkzOv/uz3FZewp\nLqNw2Pu8NWM1xQFIf22M18prGnuKg9scmTBwiEhXERknInOd50eJyJ+8L5oJqrdmrPZ8HQiA3/x3\nVsUqfo9/mr3RW8YEwV8DvAyvmxrH/wF3AiUAqjqb0GQ9U03dPmoWFzzzVYDHfBiT+/aU5HCNA6iv\nqpHjG4O1croBQjmasrWa2aadxVntugtyR6ExmRb0jns3gWOTiByG06TtLKbkbiaWyZrvNuzg3H98\nyd9TXLfZmOokUzm4vHLzf771uwhxuQkcNwHPA91FZA3wa+CXnpYqx+wtKeP4h8Zl/Y/xk/kbeO2b\nlcCB1B9z1sTPyTRuwQbu+5+7iXSJZLOpKsiToUzuuerFb/h8UXCX+Fm7Ldgz7RPO41DVZcAAEWkA\n1FDV/EozmgHLN+9i3ba9PPD+Ak7pmr2U7r/49zQALuvXwfV7fj4y9J57ftQz7fNnc5JitDQiJtj2\nlpRRt1aB38WI6YlxwRxw8eS4xYFPvhgzcIjI7TG2A6Cqj3pUJpOGfJ0kty5gC+6YxEZMXMYtZ3bx\nuxgxBTWl+iuTV/pdhITiNVU1cr76Emqaaut83Qgc7X3RcsPYOeuYnoNpN+54cxb7w2ZA7S0pq7QW\nszHpevST7/wugvFIzMChqvep6n2EFlg6WlV/o6q/AY4B3LeN5Ln/9+oM/vj23LSOMWrqKgqHvc+m\nLI6kGDVtNRvDUqL/4e05XPz816zYbKksjDHxuekcbwkUhz0vdraZDHltaqhqumJz/HbN179ZyYnD\nx7No/Q6+WJzZ/oWF60JdVzv2xh9prVluC8vXprfqItt/LyY73CQ5/DfwjYi87Tw/HxjpXZGqj4nf\nFXHVi9/QqK67XJPD3poDhJZCrS4Wrs+vdTSqm1enBL+93iTPzaiqB0TkA+BkZ9O1qhrsQcY5onxh\nogN3+XZ3FsluWHPbl4s3+V0E4wE3uao6AJuAt52vzc62tInIOSKySESWiMiwKK9fISKzRWSOiEwS\nkV6ZOG9QRF4UF67fwWMZ7lDcsH0vhcPeZ/T01VXPb4HKeOzDeev9LoLxgJs2kvc5cCtcD+gELALS\nmgggIgXA08BZwGpgqoi8q6rzw3b7HjhVVbeIyCBgBNA/nfMGWTqd7OXT4yKDwRJnEZ3RM1Zz0THt\nUjr2ovU7uP7lafz3huNp0ahOymVMha2tbUzwJKxxqOqRqnqU89UF6Ad8nYFz9wOWqOoyVS0GXgeG\nRpx7kqqWj3WdTGiEV97IlTv+sx+fyIrNu/lvlFqL1258ZUbWz2mMiS/p9ThUdQaZuetvC6wKe77a\n2RbLz4EPYr0oIteLyDQRmVZUlJ0ZzQvWZa/j1oulQlXh3nfnsaxoZ9Q7+5Ky/VXG4pfa6jfGVHsJ\nm6oiZpDXIDT5b61nJYpehtMJBY6TYu2jqiMINWXRt29fz65uu4tLqSFC3VoF7I5YaGXRBu+ysbjt\nJJ68zP0kvmVFu3hp0nK+WFxUsRTpRc9OokGdmsy46yze+XYNT0akZdiyqzjaoYwx1YibPo5GYY9L\nCfV5jM7AudcA7cOet3O2VSIiRwEvAINUdXMGzpuWHnd/xCGN6nBatxYsWJe9tF2pji76cG6oc3JX\nnNXEwtev3le6n32lxWzfW1Jlxb09xWX0e3BcagUxxuQNN4Fjvqr+N3yDiPwE+G+M/d2aCnQRkU6E\nAsalwOUR5+kAvAVcqaqByV+wccc+Rk1Lvb1/y65ibnn9W2oVeL9y78uTVwAkvWJfvwc+5U9DelTa\nZs1Uxhhw18dxp8ttSVHVUuBm4CNgATBKVeeJyI0icqOz293AwcAzIjJTRKale16/HPfgOH4zahYA\nr05ZwReLNzF+Yfy0zntLypiybDNrt8ZPxla+vGq54tL9lfJQxbJ5V+wUJ3tLqmajfW7C0oTHNMbk\nv3jZcQcBg4G2IvJk2EuNydAKgKo6Fhgbse25sMfXAddl4lx+W799L6NnrOaRi91PRRk5aTkPfbAQ\ngCFHtY6533UjpzHsnO4Vz7v+6QMGHN6SF67uG/f4t74+M+7rNhTWGBNNvKaqtcA04Dxgetj2HcBt\nXhYqiMr2K/uT6GjYuruYhnVqUjON5qjwNSjenx170cXZq6su3vTpgg3sCevX+GFXMZc8n9woapu1\nbYyJJmbgUNVZwCwRedVpVqrWLvu/ya7Tju8tKaP3nz/h8v4dePCCIyu9tmDddk8uyPf9b36VbYff\n/WGl51MsbboxJgPiNVWNUtWLgW9FpMqlTlWP8rRkPiou3c+rU1ZQr1YBlzqr6yWzVsU+p3/gvVlr\nqwSOQU984fo4D3/sfjyAF0OBc3GdEWOM9+I1Vd3qfD83GwUJkkc+WcTzE5YBob6FRnVruX7vX96b\nnzfLnL79bZXR0cYYE7epap3zfUX2ihMM4UtK7ikp48h7P3b93n9++b0XRTLGmMCI11S1g8p5vsV5\nLoCqamOPy+ab8MFEy4pSXxFPgW17Shgz0+7cjTH5I16No1Gs1/KdhI1DnbY89Q7lHXtL6XWf+9qK\nMcbkAldLz4nI0YTyRCnwZb4v5BRe40img9oYY6oDNws53U1oqdiDgebASyLyJ68L5ieb+GaMMbG5\nqXFcAfRS1b0AIjIcmAnc72XB/GRxwxhjYnMzrXktUDfseR2iZLHNJ2JVDmOMiclNjWMbME9EPiHU\nx3EW8E15/ipVvcXD8vlizpqqKTyMMcaEuAkcbztf5T73pijB4cVqe8YYky8SBg5VHZmNggSJWC+H\nMcbE5GZU1bki8q2I/CAi20Vkh4hkb7FtY4wxgeKmqepx4EJgjmr1SLRtfePGGBObm1FVq4C51SVo\ngA3HNcaYeNzUOO4AxorIBKBirVFVfTTdk4vIOcATQAHwgqoOj3hdnNcHA7uBa1R1RrrnTaS4ND+y\n2xpjjBfc1DgeIHTRrgs0CvtKi4gUAE8Dg4AewGUi0iNit0FAF+freuDZdM/rxtptexPvZIwx1ZSb\nGkcbVT3Cg3P3A5ao6jIAEXkdGAqEL2U3FPi300w2WUSaikjr8pTvmfburLVW2zDGmATcBI6xIjJQ\nVTOd5rUtof6TcquB/i72aQtUCRwicj2hWgkdOnRIqUC/f3M2e0psDocxxsTjpqnql8CHIrInyMNx\nVXWEqvb1R/5rAAAgAElEQVRV1b4tWrRI6Rgf3HoyX9xxeoZLZowx+cXNBECv1uVYA7QPe96Oqjmw\n3OyTMYXNG3h1aGOMyRtu1+M4iFAHdUWyQ1WdmOa5pwJdRKQToWBwKXB5xD7vAjc7/R/9gW1e9W8Y\nY4xxJ2HgEJHrgFsJ3e3PBI4DvgbOSOfEqloqIjcDHxEajvuiqs4TkRud158DxhIairuE0Miua9M5\npzHGmPS5qXHcChwLTFbV00WkO/BgJk6uqmMJBYfwbc+FPVbgpkycyxhjTGa46RzfG7aIUx1VXQh0\n87ZY/rrw6LZ+F8EYYwLLTeBYLSJNgXeAT0RkDLDC22L5q0frxn4XwRhjAsvNqKoLnIf3ishnQBPg\nQ09L5bMWjer4XQRjjAksNzWOCqo6QVXfVdVirwoUBIOPbO13EYwxJrCSChzVRQ3Lq26MMTFZ4IjC\nwoYxxsRmgSMKq3AYY0xsMTvHRWQHEG3xJiE0xSJvhx6JRQ5jjIkpZuDwMEeVMcaYHOYqVxWAiBxC\n5VxVKz0pkTHGmEBL2MchIueJyGLge2ACsBz4wONyBdpl/drHfO2JS3vz9OVHZ7E0xhiTXW46x/9C\nKLHhd6raCTgTmOxpqQLg4r7tAPjst6dVee2kzrHX+xjauy2Dj2xV8bxmDeHWM7tkvHzGGOMXN4Gj\nRFU3AzVEpIaqfgb09bhcvvvbj3uxfPgQOkVZo6Nurfg/NhGhbdN6XHlcR5Y8OJjbzupa8doLV+X9\nj84Yk+fc9HFsFZGGwETgVRHZCOzytljBdNXxHWnbtB6ndzsk4b5fDYuedX5Aj5aZLlZUt5/VlUc/\n+S6tY9x3Xk/ueXdehkpkjMkXbmocQ4E9wG2EclQtBX7kZaGCpryW0LewGTecehg1aqQ3XPf6Uw5N\n6/0nd2ke9/Xlw4dwSwaax/p1apb2MYwx+Sdh4FDVXapapqqlqjpSVZ90mq6qjQE9WvLp7adwXq82\nlbb//pzuro/x+CW9eejCIwEYkmYuLDc1nkzo3qoRtw3omnhHY0y14mZU1YUislhEtonIdhHZISLb\ns1G4IOl8SOVpLcuHD+GXpx3m+v3n92nLZf06pHz+YwsPqnh89QmFro415qYTGRinaazLIQ3jvl9E\nuHVAF45om7dzPY0xKXDTVPU34DxVbaKqjVW1UT7PGg+S8BrOf288oeJxQQ3hIheLTfVq35TWTerG\nfP1HETWoWJo1sDTzxpgD3ASODaq6IJMnFZFmIvKJU5P5REQOirJPexH5TETmi8g8Ebk1k2XIBb86\no3PaxyioEftX3CpOUAkX3qNzatfYQ5GNMdWDm8AxTUTeEJHLnGarC0XkwjTPOwwYp6pdgHHO80il\nwG9UtQeheSQ3iUiPNM8bCPVqFyS1f7TUWdGSiEXz67Nid5L/5Jh2VbYNODw7/SfGmNzlJnA0BnYD\nAwmNpvoRcG6a5x0KjHQejwTOj9xBVdep6gzn8Q5gAZAXi4F3bdmIJy/rU2X7z07sxOdhEw5FYNqf\nBjDzroEpn6tx3VoxXxMR/vOL/pW2ndi5Of93VV8evbhX1Pd0PLh+ymUxxuQHN6Oqro3y9bM0z9tS\nVdc5j9cDcSc3iEgh0AeYEmef60VkmohMKyoqSrN43oscoQXQrEEtCiMmHDZvWIcm9ate/DWsyjFp\n2BlcdXzHlMpxwmHNGXXD8Zzd88Cv4KweLbnw6AO1kfAaT4dm2Q8cy4cPyfo5jTGxJZwAKCJPRtm8\nDZimqmPivO9ToFWUl/4Y/kRVVURitrw4kw9HA79W1ZijuVR1BDACoG/fvm5bcgKhYZ2a7NxXyhnd\n3U8ObBoWTNo0rUejurF/ldecUEjNGsILX34f9fV+nZrx/uy1Md/fqrG7vhAv3TagK499mt6ERmNM\nZrhpqqoL9AYWO19HAe2An4vI47HepKoDVPWIKF9jgA0i0hrA+b4x2jFEpBahoPGqqr6V1CfzwdDe\n7kYpRerZpjHLhw+hRxv3g9W6tqw8PFjirFt473k9XU/mi3aUe37Uk8FHtqJH68bUr+06oXJG3TrA\n8n0ZExRurgJHASeqahmAiDwLfAGcBMxJ8bzvAlcDw53vVWouElpN6Z/AAlV9NMXzZM139w+iZpIz\nyq86viP//noFLV3e0X9xx+ls21OSSvGoVRD/HuHG0w5j4fodnN+najdSvdoFPHPFMQC8MdWy6RtT\n3bmpcRwEhM8UawA0cwLJvhTPOxw4y0nXPsB5joi0EZGxzj4nAlcCZ4jITOdrcIrn81ztmjWSTkXS\nu31TIDQvw432zepzRNsmUV9LtGjhKV1bcMsZnWkQY0RX6yb1eOOG42lav3bc4/TpUGXktDFRPXjB\nkSx7MLD/siYNbmocfwNmisjnhFoyTgEeFJEGwKepnNRJWXJmlO1rgcHO4y+J3nKSN8ovwj/qlV4K\nEoCrji/kH+OXxHy9oIZw+8BujJ6xhl3Fe1I+T2QTmdf+/bN+WT2fyZzL+rW3ZZjzVMLAoar/dGoB\n5f/Bf3Au8AC/86xk1UCn5g2ijhiqU7MG+0r3J3z/+7ecVNHn0KJRaHZ3ozr+9EF45RSbcJizLGjk\nr5hXGRHprqoLRaR8ObtVzvdWItKqfI6Fyby2B9VjWVHizPU921RutnrkJ704pqO7pqQv7jg9pbIB\nzLjrLOau2cZVL36T8jGMMbkr3u3p7cD1wCNRXlMg+oITxjcXRZkJ7oVmDWpTP8nZ78aY/BEzcKjq\n9c731G9NTd5yOxLMGJOcpvVrsXV3aqMnsyXmqCoROVZEWoU9v0pExojIkyJiK/xkRXDbiNv7MIPc\nmOogWg65oIk3HPd5oBhARE4hNGT234RmjY/wvmi54ZYzOjP6lyck3tGYauTuc/MiH6kverZpwux7\nU89Plw3x+jgKVPUH5/ElwAhVHQ2MFpGZ3hctN9w+sJvfRUiKDXQx2dCkXuzkmia+Hm0ax01OGgTx\nahwFIlIeWM4Exoe9ll9jPoPGw0xbN5waWrXw4IbxJ/oZk69sYEf64gWO14AJIjIG2EMozQgi0plQ\nc5XJQVce15Hlw4f4lnPKGL+F55RrGiXztEks3qiqB0RkHNAa+Fi1IpF3DeBX2SicCbZ+hc34ZvkP\niXc0JkC6t2rM4CNbcUijurRpWpcHxy70u0iV5MKaN3FvO1V1cpRtlts6S4LeH3FK1+Z8s/wHGtWp\nyY59pX4XxwRIkP92e7ZpzNUnFAIwYuJSfwsToWn9WtSpGfymNDdJDo1PNEdWFcmRYhoDQN/CA7MJ\n4i1H4IczuufG0s0WOEzOeOjCI/0ugjEGCxyBFuTqPhzI7us2P1aypvyhcgLlIUeln0XYZMfxhx3s\ndxGMhyxwBNC5zgWyWYK1Mfx2YufmzLz7LE7r5k0G28i0JkEf224OaN2knt9FMB6ywBFAvx7QlTn3\nDuSgBsEOHEDChZ9S9ZehPTN6vPd+dVJGj2dMdWaBI4Bq1BAa5dDdtRed+PUyPM/Exuv7Z9IwS6Tt\n1lmHt/S7CK74EjhEpJmIfCIii53vMRvJRaRARL4VkfeyWUZjTGa0aVqPm0/vXPG8uWUtiGnQkbnR\nj+dXjWMYME5VuwDjnOex3AosyEqpTEpsOK5JZHDYBbFhnq1SWR35FTiGAiOdxyOB86PtJCLtgCHA\nC1kql0mBBnjCSa2C0NC0fF7G9MVr+vpdBFPN+BU4WqrqOufxeiBWw97jwB1AwgW4ReR6EZkmItOK\niooyVEyTyw5v3ZgWDUNrsQc5uKWrV7umfhfBVDOeBQ4R+VRE5kb5Ghq+n5MDq8p/tYicC2xU1elu\nzqeqI1S1r6r2bdHCm+GhJvfka02je6tGfhfBeOzUrgeuY43rBqt5z7PAoaoDVPWIKF9jgA0i0hrA\n+b4xyiFOBM4TkeXA68AZIvKKV+U1+SlfaxpjbznZ7yJk3H+u68/PT+qU1Hsa5XF/Sb1awc1Z5VdT\n1bvA1c7jq4ExkTuo6p2q2k5VC4FLgfGq+tPsFdH4KZ0LfteWDYEgL7ybvho1cvfTxfrNntC5OT3b\nNM5qWbz085M6cUGftn4XwxN+BY7hwFkishgY4DxHRNqIyFifymRSFLSb+kcv7l3xOF+bqsJVh8/o\nFS9/dHed28Pz1CsDe/gz78OXep6qbia0qmDk9rXA4CjbPwc+97xgJq/k+/X0iUt7c2jzhnnbHJcN\nV/TvyPLNu3hl8kq/i5KSc3u14cELj6Tv/Z9m9bw2c9ykrW+hN0kO0xV+Pc3Ha+vQ3m05sl0TGuRx\nO7/X6tUu4C9Dj/C7GGlp7owczCYLHCZt5Vlyg+43Z3X1uwieqFurgOXDh/hdDNeCHMTr1sqtS6Jf\nlerc+imZaiMT7fbhhxCBlk3qxt45hxx/qKUsz6Twv7VDmzeMuk8+j95KhQUO46sr+nfI+DGj3dEG\n+S43WVef0DFr5zq9Wwue++kxGT1mkPuerjgu83+PqbromHZ+FyEmCxzGVxceHf2fIxMdvpEXqKPa\nNUn7mEFwds9WCffJVFr61k3rcc4Ric/nl9dvOC6jx/MzK/Xnvz2t0vODw5JBxqqB+3U/ZIHDVBvd\nW+XHHAE3zXhX9M9erSRZmaz99WwT7JuBZCbxFTZvUOl5p4MPPH8jwwEyXRY4TN7p2qohx3Q8qNJo\nmSA3j2Talcd1pEYN4dPbT/Xl/CekMXfhLI/nJbxwVXYTQg5JI016/ToHgk7Qbnqsx8fklTO6H0Kd\nmgWM/uUJlbbnUx9HIgXOrPLOh1Tu6D3+0IP5etnmpI6VbLyd9qcBaS157HVT0YAUA1PNgtTuPLye\n4W+jqkxOe+emE1N6X5eW0UexpKoaVSySdlAD79vvmzesk9PpUGI5rEVm/04j5doaJRY4TEb0bp98\nau/bz+pK4wzdYV4Uo5PdpMfrpqN88sfBh8d9vfDg+jFf69Mht1LjW+AwOeWWM7tE3d6wTnAzieay\n07odkvFjPnpxr4wfMwiaJFjXPp9yilngML6J928Uq0vi9rO68qNebSptu+GUQzmpi63BUi7ouav6\nFjbjFycnlz49nln3DMzYsYIsSGu1W+AwOe/Co9vRxekIHtgzt5pWrj4+uMNmc0WTet733TRNUJvI\nhmg5qfyqxFjgMHmhsHkDFvz5HC45Njgzf924z0WCvdo1k/s3DXZ9I9hiXYeP6diM56/M7Az6RGrW\nCO7lObglM9VSeWdsKjdS9Wr708/RolEdTzuRrz2x0LNjm8piBV1FXc3Yz6SCAI9Os8BhMiYTf+iZ\nGmWVTQ3r1ExpDfBDGrlLhy0ZGGTcr1MzV/tlsu8haM7snnxH/5XHdeQnx7Tj6uMLK22/3IMca7nE\nAocxaQrufeEBo2443tV+2crVdM4Rqc+oTtUzPz066fc0rleTv/+kV5U1T+6P0sRYu6D6XE59+aQi\n0kxEPhGRxc73qAs6iEhTEXlTRBaKyAIRcffXb4zDTedhnST7ELItj0Zx0qFZaC5DeW2rZhK11I9+\nfUrM12445dCE769TM3NNmdEmOZ57VPaDoV/8+o8ZBoxT1S7AOOd5NE8AH6pqd6AXsCBL5TNZcNgh\nsWfjZqqD183I1CC0JaeT3ylSOqNxvf5R1I/oh2qVxBopnSKSAIZr1iAzQ1WTCWRV3ltQgwuPbpuR\ncriViWbMVPgVOIYCI53HI4HzI3cQkSbAKcA/AVS1WFW3Zq2EJiPirag2OEoCOD/urpPJYBpLKsUu\n/6xLHxzMKz/vH3PmcbLHPrJt6hlj62bgZ+FGC6fG8duB3WLu08CHwQ41RFg+fAi/HZibq0Vm4m/Z\nDb8CR0tVXec8Xg9EG5LSCSgC/iUi34rICyIS85ZDRK4XkWkiMq2oqMiDIpugGDaoOwMOb0m7g+ol\n3NdNIPI7t1JBDaFGDeG6GB3T4Z9h8JGxR/Yc5Mw1SDWRXzoBJ1nly92e38f9HbrGqYcGodYIcOOp\nh6X0vl+cnLipzY1s/Rg8Cxwi8qmIzI3yNTR8Pw1Nc432F1ETOBp4VlX7ALuI3aSFqo5Q1b6q2rdF\nC5tFHBStmyS+uCerbdN6vHB13yrNHrkuVkqKAYcfCAR1M9hOH+nVX/T37Nhe++lx/k6kLK9BdW2Z\n/Og6gENbxG6GCyLPAoeqDlDVI6J8jQE2iEhrAOf7xiiHWA2sVtUpzvM3CQUSk0OuOaGw0vO2TTMf\nSNIVkJvVqPoVNqNPh6hjRzIucij0lD+cmZXzxjJsUHfX+6bbxJbuPJy3/98JiXeKI9fyWPnVVPUu\ncLXz+GpgTOQOqroeWCUi5Y2gZwLzs1M8kymRzUDJzoJO1xOX9ubUri1oHacTdmjv7HZopiNylTgv\ntWzsvuM68bFCd+SxRh6d2rVqK8GVEXMnguYKZy7Hbwd2pd1BsTPfutEmxt9nmyZ1OTpO5twzD688\nN+WpK7Jzb+1XEvjhwCgR+TmwArgYQETaAC+o6mBnv18Br4pIbWAZcK0fhTWp6+OkW3/04l60alKX\nB8fGHhg3JMXhjPHavo/p2IyRP+sX9/2Dj2zNiInLUjo3xB8dlik92zRm3trtnO5BttpsOLhhHebd\nd3bU5sXpfxpAw7oHLkU3nX4YyzfvTnjMYwszVxNL5n6/l7N2ffncjloZmL8Rq8Yx6c74tb7Imla2\n/j58CRyquplQDSJy+1pgcNjzmUB213o0GXVE2yZ8d/8gVzWNOjVrVAyHdPOPnKmhiPFqI248dknv\ntAKPG163ZGRjPYjISXTlDo5I3ve7s901UbVvFv0u//krj+GGl6cnV7gIvZwbnqMjmgnn3Dsw67Xm\nILKfgPFc+D/ahX1iL7gkCMMGdefq4ztmtfmoZeO6CTOs9mgdfc3n7q0aBW71tlTSqjeonfpnKO+3\nei6Fmdmp6t+pGbcNiD5k9uyerdK+uJ/cpQXT/jSAMw+v3PfRqG6tjE4kzKRozX1escBhsipewr7a\nNYWm9Wtz39AjPLurm//ns/nVGZ2rbI82pyRcrPkod5xTeR7CLWHHbuEyF1WmuO1gdZu3KtzfLjoq\n6vaHLjyyYkRQvTSCTyxjbzk56vY3bjg+Zo0jU6KlMQ+q+X8+mxeuzl7jjAUOk1XxL27ejyypX7sm\nN5/ROSNrOLx07bGc0b3yHWn4YIAXrkrtH3lo7wMLVXWIs9xosm46vTOtm9TlyUv7AKGaoNvEf+GB\n/LRu2buz7dGmcdo5oB67pBejf5n5bEXlndZHJJj/Up5excu/7vq1a2akr8WtYNWxTbWWrRGJdWoW\ncMc53fjj23PTOk6s5qt0zLp7IPXrFDBn9TaWbdrlKgeTWz3bNOHrO89kb0kZELqQXXNiIeMWRhsN\nH1tBQIeOntS5OVdFWRjrgjjNo+k454jWTPnDmQlHn33x+9PZvx+GPPlFWufLVFqVTLAah8mYO8PG\n3adywbvj7NjpJ7KtMMk7/VbOxaP8ItK+WWrzVZrUr1XpzrG8BnNJ3/YAtHUxWz4Z5aOcypcl7exi\nhJifM+3jDU195br+DMzymhmxgkbPNgduKurULIi6VsxfhvZM6lz/uKxPxeMBh/s7us5qHCZjjjv0\nQKK+Owcfzp0xci9FU7tmDZrW9/+O6sTOB3Nx3/Yc3eEgfvfmLCYv+yHmvk3ClhO99Nj2NGtQm4E9\nQqlQurVqxLqte1Muxw2nHsrvR8+puDBdeXxhSvMaxtx0Ig3qxO7MPbrDQfztoqMY7AyFPq3bIfzt\noqM4t1flPp8j2oYuhIc0qsMDFxzBJ/M3VLzWt2Mzvli8Ke3RaW68/PP+bNie+Od6eb8OvDRpecop\nQNIx4XenVRkpFs2Vxxfy0+M6st/lWIbwYz7302MoKfNvrUcLHCZjUm26+frOM7KWnK3cgMNbRm2q\nGnxk64oRXdeddGhF4DikUdWLYvjomho1hHOOCN3tntwl1AeQKHA0rRc7UF5ybIeMLINbPqw0FhHh\n4mPbV9oW+Ryg8yGNWPzAoKjt6L86ozPn9mrNYS28n8/SoE5NDnVxnrvP7cEtZ3bxpXmn48HuJ2mK\nCAUpVOBqFtTAz8FdFjhMxrhtwrikb3tGTV9V8TzVfFZ1nJFOqcznaNm4Lr84uRNrtu6Juc/JXZtX\nPD6xS3Mu79+Bq178JvmCRvHnoT0r5aDKhDZN6/LDruKECf/K58pceHRybf+xOl9r1JCsBI1k1Kgh\nSQWNW87swvx12zn+0Mylt/fCS9ceG/UmJtsscJiMO6pd/FEmf/3xUfz1x9GHdybjmSuOZtTUVXRt\nmdpF649DesR9vU7NAq7o34FXp6wE4JSuLfjXNcdy7UtTkzpP4cH1K2ZCD+3dhsKDG3CVB+k0/nVN\nP6Z8vzlhk1/NghrMuXcg9T0YPpurjmjbhC9/f4bfxUjotIBkDrC/HJNR390/KGtJA9sdVJ/b46zn\nkIxfnnoYs1ZtZXDEkqaRK9ad3v0Q3vvVSa7uZsvTQRzWomFF4Hji0j7x3pKWFo3qcO5RbRLvSPpL\nxF56bHten7oq8Y6mihtOObSiWTNXWeAwGZWr6Rg6HFyfsbdWnWx23cmH0rVVI04Lm5WbaNx+uW6t\nGvH3Hx/FwB6t6PXnjzNWVpOb7jq3B3e+NYfbzuqatQWzvJKb/+XGZElBDeH0boeknPb6J33b06R+\nLQ7NYlZbE0yndz+EyX84M+eDBliNw5isGP3LE+J2xOea8pplNlbee+36/rw5fXXaM8hN5ljgMCYL\nDmpQm4MCNPM3Xb89uxv1ahdwQRJLv6bqmI7NOKZj8vm1jHcscBhjkta4bi3uHOR+gqfJL1b3M8YY\nkxQLHMYYY5JigcMYY0xSfAkcItJMRD4RkcXO96iLB4vIbSIyT0TmishrIuL/XHtjjKnm/KpxDAPG\nqWoXYJzzvBIRaQvcAvRV1SOAAuDSrJbSGGNMFX4FjqHASOfxSOD8GPvVBOqJSE2gPrA2C2UzxhgT\nh1+Bo6WqrnMerweqpAlV1TXAw8BKYB2wTVVj5m0QketFZJqITCsqKvKizMYYY/AwcIjIp07fROTX\n0PD9VFWBKiuSOP0eQ4FOQBuggYj8NNb5VHWEqvZV1b4tWmRvTWRjjKluPJsAqKoDYr0mIhtEpLWq\nrhOR1kC0RY8HAN+rapHznreAE4BXEp17+vTpm0RkRYpFbw5sSvG9uco+c/6rbp8X7DMnq+qC7TH4\nNXP8XeBqYLjzfUyUfVYCx4lIfWAPcCYwzc3BVTXlKoeITFPVvqm+PxfZZ85/1e3zgn1mL/nVxzEc\nOEtEFhOqWQwHEJE2IjIWQFWnAG8CM4A5TllH+FNcY4wx5XypcajqZkI1iMjta4HBYc/vAe7JYtGM\nMcYkYDPHq6qOtRr7zPmvun1esM/sGQkNajLGGGPcsRqHMcaYpFjgMMYYkxQLHA4ROUdEFonIEhGp\nkjsr34hIexH5TETmO4kkb/W7TNkiIgUi8q2IvOd3WbJBRJqKyJsislBEFojI8X6XyWvVIUGqiLwo\nIhtFZG7YNlcJZNNlgYPQhQR4GhgE9AAuE5Ee/pbKc6XAb1S1B3AccFM1+MzlbgUW+F2ILHoC+FBV\nuwO9yPPPXo0SpL4EnBOxLWEC2UywwBHSD1iiqstUtRh4nVC6k7ylqutUdYbzeAehi4n3C0j7TETa\nAUOAF/wuSzaISBPgFOCfAKparKpb/S1VVuR9glRVnQj8ELHZbQLZtFjgCGkLrAp7vppqcBEtJyKF\nQB9gir8lyYrHgTuA/X4XJEs6AUXAv5zmuRdEpIHfhfJSsglS80zCBLKZYIGjmhORhsBo4Nequt3v\n8nhJRM4FNqrqdL/LkkU1gaOBZ1W1D7ALj5ovgiLZBKn5KlYC2UywwBGyBmgf9rydsy2viUgtQkHj\nVVV9y+/yZMGJwHkispxQc+QZIpIwaWaOWw2sdlL4QCiNz9E+licbKhKkqmoJUJ4gtTrY4CSOJU4C\n2bRZ4AiZCnQRkU4iUptQR9q7PpfJUyIihNq9F6jqo36XJxtU9U5VbaeqhYR+x+NVNa/vRFV1PbBK\nRLo5m84E5vtYpGyoSJDq/J2fSZ4PCAhTnkAWYieQTZtf2XEDRVVLReRm4CNCIzBeVNV5PhfLaycC\nVwJzRGSms+0PqjrWxzIZb/wKeNW5KVoGXOtzeTylqlNEpDxBainwLXmYfkREXgNOA5qLyGpCef2G\nA6NE5OfACuBiT85tKUeMMcYkw5qqjDHGJMUChzHGmKRY4DDGGJMUCxzGGGOSYoHDGGNMUixwmLwk\nIgeLyEzna72IrAl7Psmjc/YRkX96cexUiMhLIvLjOK/fLCI/y2aZTH6weRwmLznr2vcGEJF7gZ2q\n+rDHp/0DcL/H58ikF4GvnO/GuGY1DlPtiMhO5/tpIjJBRMaIyDIRGS4iV4jINyIyR0QOc/ZrISKj\nRWSq83VilGM2Ao5S1VnO81PDajjfOq8jIr9zjjFbRO4Le/9VzrZZIvKys61QRMY728eJSAdn+0si\n8qSITHLK/WNnu4jIU866Mp8Ch4Qdf7iz9spsEXkYQFV3A8tFpJ8nP2iTt6zGYaq7XsDhhNJTLwNe\nUNV+zsJWvwJ+TWg9i8dU9Uvn4v2R855wfYG5Yc9/C9ykql85iST3ishAoAuhNP4CvCsipwCbgT8B\nJ6jqJhFp5hzjH8BIVR3pNCk9yYE02a2Bk4DuhNJMvAlcAHQjtKZMS0KpRV4UkYOd17qrqopI07By\nTgNOBr5J5YdnqicLHKa6m1qehlpElgLl6bfnAKc7jwcAPUJpjwBoLCINVXVn2HFaE0pfXu4r4FER\neRV4S1VXO4FjIKEUGAANCQWSXsB/VXUTgKqWr7FwPHCh8/hl4G9hx39HVfcD80WkPHX2KcBrqloG\nrBWR8c72bcBe4J8SWvUwfOXDjYSCjzGuWVOVqe72hT3eH/Z8PwdurGoAx6lqb+erbUTQANgDVCxP\nqqrDgeuAesBXItKdUC3jobDjdFbVVDvTw8stMfcKlaWUUC3nTeBc4MOwl+s6ZTfGNQscxiT2MaFm\nKxvMs6cAAAEkSURBVABEpHeUfRYAncP2OUxV56jqXwllX+5OqInrZ07TFSLSVkQOAcYDP3GalAhr\nqprEgSVPrwC+SFDOicAlElpTvTVOjck5XxMngeVthGo45bpSuYnNmISsqcqYxG4BnhaR2YT+ZyYC\nN4bvoKoLRaSJiDRyluL9tYicTqjmMg/4QFX3icjhwNdOs9dO4KeqOk9EHgAmiEgZoaasawgFq3+J\nyO8INYMlymr7NnAGob6NlcDXzvZGwBgRqUuodnJ72HtOBO5N9gdiqjfLjmtMhojIbcAOVc2J9cxF\npA9wu6pe6XdZTG6xpipjMudZKvc9BF1z4C6/C2Fyj9U4jDHGJMVqHMYYY5JigcMYY0xSLHAYY4xJ\nigUOY4wxSbHAYYwxJin/H5Lt9lh4uGbuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f68ea0a9588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the time domain signal\n",
    "data, samplerate = sf.read(audio_filepath)\n",
    "t_step = 1.0/samplerate\n",
    "t = np.arange(0, data.shape[0] * t_step, t_step)\n",
    "plt.plot(t, data[:,0])\n",
    "plt.title('Left audio channel')\n",
    "plt.xlabel('Time (seconds)')\n",
    "plt.ylabel('Signal amplitude')\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(t, data[:,1])\n",
    "plt.title('Right audio channel')\n",
    "plt.xlabel('Time (seconds)')\n",
    "plt.ylabel('Signal amplitude')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Use moviepy to read video and audio frames from mp4 files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from moviepy.editor import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# of frams: 1038555.0\n"
     ]
    }
   ],
   "source": [
    "# Get audio clip\n",
    "clip = AudioFileClip('video.mp4')\n",
    "print('# of frames: {}'.format(clip.duration * clip.fps))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.03274536  0.03274536]\n",
      "[ 0.02920532  0.02920532]\n",
      "[ 0.0256958  0.0256958]\n",
      "[ 0.02407837  0.02407837]\n",
      "[ 0.02151489  0.02151489]\n",
      "[ 0.01812744  0.01812744]\n",
      "[ 0.01797485  0.01797485]\n",
      "[ 0.01669312  0.01669312]\n",
      "[ 0.00976562  0.00976562]\n",
      "[ 0.00326538  0.00326538]\n",
      "[ -6.10351562e-05  -6.10351562e-05]\n",
      "[-0.00280762 -0.00280762]\n",
      "[-0.0038147 -0.0038147]\n",
      "[-0.00585938 -0.00585938]\n",
      "[-0.01068115 -0.01068115]\n",
      "[-0.01156616 -0.01156616]\n",
      "[-0.00915527 -0.00915527]\n",
      "[-0.00872803 -0.00872803]\n",
      "[-0.00726318 -0.00726318]\n",
      "[-0.00518799 -0.00518799]\n"
     ]
    }
   ],
   "source": [
    "# Get several stereo audio frames\n",
    "import itertools\n",
    "some_frames = itertools.islice(clip.iter_frames(), 100000, 100020)\n",
    "for frame in some_frames:\n",
    "    print(frame)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# of frams: 705.7942057942058\n"
     ]
    }
   ],
   "source": [
    "# Get video clip\n",
    "clip = VideoFileClip('video.mp4')\n",
    "print('# of frames: {}'.format(clip.duration * clip.fps))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(720, 1280, 3)\n",
      "[[[222 229 241]\n",
      "  [222 229 241]\n",
      "  [222 229 241]\n",
      "  ..., \n",
      "  [255 255 255]\n",
      "  [255 255 255]\n",
      "  [255 255 255]]\n",
      "\n",
      " [[222 229 241]\n",
      "  [222 229 241]\n",
      "  [222 229 241]\n",
      "  ..., \n",
      "  [255 255 255]\n",
      "  [255 255 255]\n",
      "  [255 255 255]]\n",
      "\n",
      " [[222 229 241]\n",
      "  [222 229 241]\n",
      "  [222 229 241]\n",
      "  ..., \n",
      "  [255 255 255]\n",
      "  [255 255 255]\n",
      "  [255 255 255]]\n",
      "\n",
      " ..., \n",
      " [[ 85  71  57]\n",
      "  [ 86  72  58]\n",
      "  [ 89  75  61]\n",
      "  ..., \n",
      "  [ 80  78  74]\n",
      "  [ 87  85  81]\n",
      "  [ 90  88  84]]\n",
      "\n",
      " [[ 56  42  28]\n",
      "  [ 58  44  30]\n",
      "  [ 65  51  37]\n",
      "  ..., \n",
      "  [ 75  73  69]\n",
      "  [ 86  84  80]\n",
      "  [ 88  86  82]]\n",
      "\n",
      " [[ 47  33  19]\n",
      "  [ 51  37  23]\n",
      "  [ 61  47  33]\n",
      "  ..., \n",
      "  [ 69  67  63]\n",
      "  [ 80  78  74]\n",
      "  [ 87  85  81]]]\n"
     ]
    }
   ],
   "source": [
    "# Get the first video frame\n",
    "import itertools\n",
    "some_frames = itertools.islice(clip.iter_frames(), 1)\n",
    "for frame in some_frames:\n",
    "    print(frame.shape)\n",
    "    print(frame)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Sanity check with sox"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'bitrate': 16,\n",
       " 'channels': 2,\n",
       " 'duration': 9.999501,\n",
       " 'encoding': 'FLAC',\n",
       " 'num_samples': 440978,\n",
       " 'sample_rate': 44100.0,\n",
       " 'silent': False}"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sox\n",
    "\n",
    "sox.file_info.info(audio_filepath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
